ANALYZING PRESENT AND FUTURE CONNECTIONS BETWEEN FARM MANAGEMENT AND PERFORMANCE: COMPARATIVE STUDY USING STATISTICAL METHODS AND SUPERVISED LEARNING
The determination of the influences of the management on the economic performance of an agricultural holding can be an important process for the farm manager, as a source of information which can consist in a valuable component needed in the decisional process. In this matter, the analysis is useful...
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| Format: | Article |
| Language: | English |
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University of Agricultural Sciences and Veterinary Medicine, Bucharest
2023-01-01
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| Series: | Scientific Papers Series : Management, Economic Engineering in Agriculture and Rural Development |
| Online Access: | https://managementjournal.usamv.ro/pdf/vol.23_2/Art77.pdf |
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| author | Victor-Dumitrel TIȚA Daniel NIJLOVEANU Doru Anastasiu POPESCU Nicolae BOLD |
| author_facet | Victor-Dumitrel TIȚA Daniel NIJLOVEANU Doru Anastasiu POPESCU Nicolae BOLD |
| author_sort | Victor-Dumitrel TIȚA |
| collection | DOAJ |
| description | The determination of the influences of the management on the economic performance of an agricultural holding can be an important process for the farm manager, as a source of information which can consist in a valuable component needed in the decisional process. In this matter, the analysis is useful during a specific period of time, which also comprises future predictions. In this paper, we will present a study of the connection between the farm management approach, represented by several characteristics of the farm and the farmer, and the farm economic performance, represented by the financial result of the farm activity. This study is presented as a comparative analysis of two methods that establish the existence and intensity of the mentioned connection, the first one being based on statistical methods and instruments and the second one being based on machine-learning based tools, specifically supervised learning. This study aims to find alternative means of studying causal implications of the management type on the economic activity within a farm, based on digital-based tools. The obtained results for the mentioned research showed that the methods based on supervised learning can be an important tool of analysis, being complementary with the traditional statistical methods regarding the analysis of the microeconomic agricultural environment and performance, providing supplementary key data regarding the economic indicators. |
| format | Article |
| id | doaj-art-f2cf0d7b2d854075ab1e6925d321178f |
| institution | DOAJ |
| issn | 2284-7995 2285-3952 |
| language | English |
| publishDate | 2023-01-01 |
| publisher | University of Agricultural Sciences and Veterinary Medicine, Bucharest |
| record_format | Article |
| series | Scientific Papers Series : Management, Economic Engineering in Agriculture and Rural Development |
| spelling | doaj-art-f2cf0d7b2d854075ab1e6925d321178f2025-08-20T02:40:23ZengUniversity of Agricultural Sciences and Veterinary Medicine, BucharestScientific Papers Series : Management, Economic Engineering in Agriculture and Rural Development2284-79952285-39522023-01-01232701708748ANALYZING PRESENT AND FUTURE CONNECTIONS BETWEEN FARM MANAGEMENT AND PERFORMANCE: COMPARATIVE STUDY USING STATISTICAL METHODS AND SUPERVISED LEARNINGVictor-Dumitrel TIȚADaniel NIJLOVEANUDoru Anastasiu POPESCUNicolae BOLDThe determination of the influences of the management on the economic performance of an agricultural holding can be an important process for the farm manager, as a source of information which can consist in a valuable component needed in the decisional process. In this matter, the analysis is useful during a specific period of time, which also comprises future predictions. In this paper, we will present a study of the connection between the farm management approach, represented by several characteristics of the farm and the farmer, and the farm economic performance, represented by the financial result of the farm activity. This study is presented as a comparative analysis of two methods that establish the existence and intensity of the mentioned connection, the first one being based on statistical methods and instruments and the second one being based on machine-learning based tools, specifically supervised learning. This study aims to find alternative means of studying causal implications of the management type on the economic activity within a farm, based on digital-based tools. The obtained results for the mentioned research showed that the methods based on supervised learning can be an important tool of analysis, being complementary with the traditional statistical methods regarding the analysis of the microeconomic agricultural environment and performance, providing supplementary key data regarding the economic indicators.https://managementjournal.usamv.ro/pdf/vol.23_2/Art77.pdf |
| spellingShingle | Victor-Dumitrel TIȚA Daniel NIJLOVEANU Doru Anastasiu POPESCU Nicolae BOLD ANALYZING PRESENT AND FUTURE CONNECTIONS BETWEEN FARM MANAGEMENT AND PERFORMANCE: COMPARATIVE STUDY USING STATISTICAL METHODS AND SUPERVISED LEARNING Scientific Papers Series : Management, Economic Engineering in Agriculture and Rural Development |
| title | ANALYZING PRESENT AND FUTURE CONNECTIONS BETWEEN FARM MANAGEMENT AND PERFORMANCE: COMPARATIVE STUDY USING STATISTICAL METHODS AND SUPERVISED LEARNING |
| title_full | ANALYZING PRESENT AND FUTURE CONNECTIONS BETWEEN FARM MANAGEMENT AND PERFORMANCE: COMPARATIVE STUDY USING STATISTICAL METHODS AND SUPERVISED LEARNING |
| title_fullStr | ANALYZING PRESENT AND FUTURE CONNECTIONS BETWEEN FARM MANAGEMENT AND PERFORMANCE: COMPARATIVE STUDY USING STATISTICAL METHODS AND SUPERVISED LEARNING |
| title_full_unstemmed | ANALYZING PRESENT AND FUTURE CONNECTIONS BETWEEN FARM MANAGEMENT AND PERFORMANCE: COMPARATIVE STUDY USING STATISTICAL METHODS AND SUPERVISED LEARNING |
| title_short | ANALYZING PRESENT AND FUTURE CONNECTIONS BETWEEN FARM MANAGEMENT AND PERFORMANCE: COMPARATIVE STUDY USING STATISTICAL METHODS AND SUPERVISED LEARNING |
| title_sort | analyzing present and future connections between farm management and performance comparative study using statistical methods and supervised learning |
| url | https://managementjournal.usamv.ro/pdf/vol.23_2/Art77.pdf |
| work_keys_str_mv | AT victordumitreltita analyzingpresentandfutureconnectionsbetweenfarmmanagementandperformancecomparativestudyusingstatisticalmethodsandsupervisedlearning AT danielnijloveanu analyzingpresentandfutureconnectionsbetweenfarmmanagementandperformancecomparativestudyusingstatisticalmethodsandsupervisedlearning AT doruanastasiupopescu analyzingpresentandfutureconnectionsbetweenfarmmanagementandperformancecomparativestudyusingstatisticalmethodsandsupervisedlearning AT nicolaebold analyzingpresentandfutureconnectionsbetweenfarmmanagementandperformancecomparativestudyusingstatisticalmethodsandsupervisedlearning |